Han-Sok Suh

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 9

Top Topics

Structured Sparsity

Evolvable Hardware

Training Process

Adjacency Matrix

Top Venues

ACM Trans. Reconfigurable Technol. Syst.

Publications

Jian Meng, Yuan Liao, Anupreetham Anupreetham, Ahmed Hassan, Shixing Yu, Han-Sok Suh, Xiaofeng Hu, Jae-sun Seo
Torch2Chip: An End-to-end Customizable Deep Neural Network Compression and Deployment Toolkit for Prototype Hardware Accelerator Design. CoRR (2024)
Jian Meng, Yuan Liao, Anupreetham Anupreetham, Ahmed Hassan, Shixing Yu, Han-Sok Suh, Xiaofeng Hu, Jae-sun Seo
Torch2Chip: An End-to-end Customizable Deep Neural Network Compression and Deployment Toolkit for Prototype Hardware Accelerator Design. MLSys (2024)
Han-Sok Suh, Jian Meng, Ty Nguyen, Vijay Kumar, Yu Cao, Jae-Sun Seo
Algorithm-hardware Co-optimization for Energy-efficient Drone Detection on Resource-constrained FPGA. ACM Trans. Reconfigurable Technol. Syst. 16 (2) (2023)
Shreyas Kolala Venkataramanaiah, Jian Meng, Han-Sok Suh, Injune Yeo, Jyotishman Saikia, Sai Kiran Cherupally, Yichi Zhang, Zhiru Zhang, Jae-Sun Seo
A 28-nm 8-bit Floating-Point Tensor Core-Based Programmable CNN Training Processor With Dynamic Structured Sparsity. IEEE J. Solid State Circuits 58 (7) (2023)
Gopikrishnan Raveendran Nair, Han-Sok Suh, Mahantesh Halappanavar, Frank Liu, Jae-sun Seo, Yu Cao
FPGA Acceleration of GCN in Light of the Symmetry of Graph Adjacency Matrix. DATE (2023)
Xiaocong Du, Shreyas Kolala Venkataramanaiah, Zheng Li, Han-Sok Suh, Shihui Yin, Gokul Krishnan, Frank Liu, Jae-sun Seo, Yu Cao
Efficient continual learning at the edge with progressive segmented training. Neuromorph. Comput. Eng. 2 (4) (2022)
Shreyas Kolala Venkataramanaiah, Jian Meng, Han-Sok Suh, Injune Yeo, Jyotishman Saikia, Sai Kiran Cherupally, Yichi Zhang, Zhiru Zhang, Jae-sun Seo
A 28nm 8-bit Floating-Point Tensor Core based CNN Training Processor with Dynamic Activation/Weight Sparsification. ESSCIRC (2022)
Han-Sok Suh, Jian Meng, Ty Nguyen, Shreyas K. Venkataramanaiah, Vijay Kumar, Yu Cao, Jae-sun Seo
Algorithm-Hardware Co-Optimization for Energy-Efficient Drone Detection on Resource-Constrained FPGA. FPT (2021)
Shreyas K. Venkataramanaiah, Han-Sok Suh, Shihui Yin, Eriko Nurvitadhi, Aravind Dasu, Yu Cao, Jae-Sun Seo
FPGA-based Low-Batch Training Accelerator for Modern CNNs Featuring High Bandwidth Memory. ICCAD (2020)